Hepatitis C Profile Report

Dataset statistics

Number of variables	14
Number of observations	615
Missing cells	31
Missing cells (%)	0.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	67.4 KiB
Average record size in memory	112.2 B

Variable types

Numeric	12
Categorical	2

Alerts

`Unnamed: 0` is highly correlated with `Category` and 1 other fields	High correlation
`Category` is highly correlated with `Unnamed: 0` and 1 other fields	High correlation
`Sex` is highly correlated with `Unnamed: 0` and 1 other fields	High correlation
`ALB` is highly correlated with `PROT`	High correlation
`AST` is highly correlated with `Category` and 1 other fields	High correlation
`CREA` is highly correlated with `Sex`	High correlation
`GGT` is highly correlated with `AST`	High correlation
`PROT` is highly correlated with `ALB`	High correlation
`Unnamed: 0` is highly correlated with `Category` and 1 other fields	High correlation
`Category` is highly correlated with `Unnamed: 0` and 1 other fields	High correlation
`Sex` is highly correlated with `Unnamed: 0`	High correlation
`ALB` is highly correlated with `PROT`	High correlation
`AST` is highly correlated with `Category`	High correlation
`PROT` is highly correlated with `ALB`	High correlation
`Unnamed: 0` is highly correlated with `Category` and 2 other fields	High correlation
`Category` is highly correlated with `Unnamed: 0` and 8 other fields	High correlation
`Age` is highly correlated with `Unnamed: 0` and 1 other fields	High correlation
`Sex` is highly correlated with `Unnamed: 0`	High correlation
`ALB` is highly correlated with `Category` and 1 other fields	High correlation
`ALP` is highly correlated with `ALT` and 2 other fields	High correlation
`ALT` is highly correlated with `Category` and 3 other fields	High correlation
`AST` is highly correlated with `Category` and 3 other fields	High correlation
`BIL` is highly correlated with `AST` and 3 other fields	High correlation
`CHE` is highly correlated with `Category` and 2 other fields	High correlation
`CHOL` is highly correlated with `Category` and 3 other fields	High correlation
`CREA` is highly correlated with `ALP`	High correlation
`GGT` is highly correlated with `Category` and 4 other fields	High correlation
`PROT` is highly correlated with `Category` and 2 other fields	High correlation
`ALP` has 18 (2.9%) missing values	Missing
`CHOL` has 10 (1.6%) missing values	Missing
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique

Reproduction

Analysis started	2022-02-17 14:33:18.918518
Analysis finished	2022-02-17 14:33:41.743773
Duration	22.83 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	615
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	308

Minimum	1
Maximum	615
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	1
5-th percentile	31.7
Q1	154.5
median	308
Q3	461.5
95-th percentile	584.3
Maximum	615
Range	614
Interquartile range (IQR)	307

Descriptive statistics

Standard deviation	177.6794867
Coefficient of variation (CV)	0.5768814504
Kurtosis	-1.2
Mean	308
Median Absolute Deviation (MAD)	154
Skewness	0
Sum	189420
Variance	31570
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.2%
414	1	0.2%
407	1	0.2%
408	1	0.2%
409	1	0.2%
410	1	0.2%
411	1	0.2%
412	1	0.2%
413	1	0.2%
415	1	0.2%
Other values (605)	605	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%
10	1	0.2%

Value	Count	Frequency (%)
615	1	0.2%
614	1	0.2%
613	1	0.2%
612	1	0.2%
611	1	0.2%
610	1	0.2%
609	1	0.2%
608	1	0.2%
607	1	0.2%
606	1	0.2%

Category
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	533
4	30
2	24
3	21
1	7

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	615
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	533	86.7%
4	30	4.9%
2	24	3.9%
3	21	3.4%
1	7	1.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	533	86.7%
4	30	4.9%
2	24	3.9%
3	21	3.4%
1	7	1.1%

Most occurring characters

Value	Count	Frequency (%)
0	533	86.7%
4	30	4.9%
2	24	3.9%
3	21	3.4%
1	7	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	615	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	533	86.7%
4	30	4.9%
2	24	3.9%
3	21	3.4%
1	7	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	615	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	533	86.7%
4	30	4.9%
2	24	3.9%
3	21	3.4%
1	7	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	615	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	533	86.7%
4	30	4.9%
2	24	3.9%
3	21	3.4%
1	7	1.1%

Age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	49
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.40813008

Minimum	19
Maximum	77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	19
5-th percentile	33
Q1	39
median	47
Q3	54
95-th percentile	64.3
Maximum	77
Range	58
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.05510545
Coefficient of variation (CV)	0.2120966473
Kurtosis	-0.3864733604
Mean	47.40813008
Median Absolute Deviation (MAD)	8
Skewness	0.2671344916
Sum	29156
Variance	101.1051455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
46	32	5.2%
48	28	4.6%
33	25	4.1%
51	24	3.9%
52	22	3.6%
50	21	3.4%
49	21	3.4%
35	21	3.4%
38	20	3.3%
53	20	3.3%
Other values (39)	381	62.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	0.2%
23	1	0.2%
25	1	0.2%
27	1	0.2%
29	2	0.3%
30	1	0.2%
32	17	2.8%
33	25	4.1%
34	19	3.1%
35	21	3.4%

Value	Count	Frequency (%)
77	1	0.2%
76	2	0.3%
75	1	0.2%
74	2	0.3%
71	3	0.5%
70	3	0.5%
68	4	0.7%
67	3	0.5%
66	4	0.7%
65	8	1.3%

Sex
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	377
1	238

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	615
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	377	61.3%
1	238	38.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	377	61.3%
1	238	38.7%

Most occurring characters

Value	Count	Frequency (%)
0	377	61.3%
1	238	38.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	615	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	377	61.3%
1	238	38.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	615	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	377	61.3%
1	238	38.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	615	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	377	61.3%
1	238	38.7%

ALB
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	189
Distinct (%)	30.8%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	41.62019544

Minimum	14.9
Maximum	82.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	14.9
5-th percentile	32.26
Q1	38.8
median	41.95
Q3	45.2
95-th percentile	48.935
Maximum	82.2
Range	67.3
Interquartile range (IQR)	6.4

Descriptive statistics

Standard deviation	5.780629404
Coefficient of variation (CV)	0.138890011
Kurtosis	5.983300564
Mean	41.62019544
Median Absolute Deviation (MAD)	3.15
Skewness	-0.1767675891
Sum	25554.8
Variance	33.41567631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	14	2.3%
44.7	12	2.0%
41	12	2.0%
39.9	12	2.0%
46.4	11	1.8%
43	10	1.6%
43.4	9	1.5%
42	9	1.5%
41.2	9	1.5%
36	8	1.3%
Other values (179)	508	82.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14.9	1	0.2%
19.3	1	0.2%
20	1	0.2%
20.3	1	0.2%
21.6	1	0.2%
22.5	1	0.2%
23	2	0.3%
24	1	0.2%
24.9	1	0.2%
26.2	1	0.2%

Value	Count	Frequency (%)
82.2	1	0.2%
62.9	1	0.2%
59.8	1	0.2%
59.7	1	0.2%
55.4	1	0.2%
54.4	1	0.2%
53.3	1	0.2%
53	1	0.2%
52.4	1	0.2%
52.2	1	0.2%

ALP
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	414
Distinct (%)	69.3%
Missing	18
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%
Mean	68.2839196

Minimum	11.3
Maximum	416.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	11.3
5-th percentile	36.94
Q1	52.5
median	66.2
Q3	80.1
95-th percentile	104
Maximum	416.6
Range	405.3
Interquartile range (IQR)	27.6

Descriptive statistics

Standard deviation	26.0283153
Coefficient of variation (CV)	0.3811778154
Kurtosis	54.97290503
Mean	68.2839196
Median Absolute Deviation (MAD)	13.7
Skewness	4.65492065
Sum	40765.5
Variance	677.4731974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52.5	5	0.8%
61.2	5	0.8%
59.5	4	0.7%
84.1	4	0.7%
66.5	3	0.5%
58.9	3	0.5%
79.3	3	0.5%
106	3	0.5%
70.3	3	0.5%
61.8	3	0.5%
Other values (404)	561	91.2%
(Missing)	18	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.3	1	0.2%
19.1	1	0.2%
20.6	1	0.2%
22.9	1	0.2%
26.9	1	0.2%
27	1	0.2%
27.3	1	0.2%
27.5	1	0.2%
28.9	1	0.2%
29.6	2	0.3%

Value	Count	Frequency (%)
416.6	1	0.2%
208.2	1	0.2%
190.7	1	0.2%
145	1	0.2%
143.1	1	0.2%
137.8	1	0.2%
137.2	1	0.2%
136.9	1	0.2%
126	1	0.2%
124	1	0.2%

ALT
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	341
Distinct (%)	55.5%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	28.45081433

Minimum	0.9
Maximum	325.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0.9
5-th percentile	8.495
Q1	16.4
median	23
Q3	33.075
95-th percentile	62.035
Maximum	325.3
Range	324.4
Interquartile range (IQR)	16.675

Descriptive statistics

Standard deviation	25.46968881
Coefficient of variation (CV)	0.895218271
Kurtosis	47.12926134
Mean	28.45081433
Median Absolute Deviation (MAD)	7.6
Skewness	5.506113537
Sum	17468.8
Variance	648.7050483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.6	7	1.1%
18.6	6	1.0%
19.9	6	1.0%
23.8	5	0.8%
21.4	5	0.8%
23	5	0.8%
19.7	5	0.8%
17.2	5	0.8%
25.2	5	0.8%
18.3	5	0.8%
Other values (331)	560	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9	1	0.2%
1.2	1	0.2%
1.3	1	0.2%
2.1	1	0.2%
2.3	1	0.2%
2.4	1	0.2%
2.5	1	0.2%
2.9	1	0.2%
3.5	1	0.2%
3.7	1	0.2%

Value	Count	Frequency (%)
325.3	1	0.2%
258	1	0.2%
208.8	1	0.2%
164	1	0.2%
159	1	0.2%
130	1	0.2%
118.1	1	0.2%
118	1	0.2%
114	2	0.3%
103.6	1	0.2%

AST
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	297
Distinct (%)	48.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.78634146

Minimum	10.6
Maximum	324
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	10.6
5-th percentile	16.67
Q1	21.6
median	25.9
Q3	32.9
95-th percentile	91.84
Maximum	324
Range	313.4
Interquartile range (IQR)	11.3

Descriptive statistics

Standard deviation	33.09069034
Coefficient of variation (CV)	0.9512552613
Kurtosis	30.83664076
Mean	34.78634146
Median Absolute Deviation (MAD)	5.2
Skewness	4.940326986
Sum	21393.6
Variance	1094.993787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.9	7	1.1%
22	7	1.1%
24.3	7	1.1%
21.2	6	1.0%
25.7	6	1.0%
19.2	6	1.0%
22.1	6	1.0%
19.4	6	1.0%
24.7	6	1.0%
17.5	6	1.0%
Other values (287)	552	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.6	1	0.2%
12	1	0.2%
12.2	1	0.2%
13.1	1	0.2%
13.3	1	0.2%
14.1	2	0.3%
14.7	1	0.2%
14.8	1	0.2%
14.9	1	0.2%
15	2	0.3%

Value	Count	Frequency (%)
324	1	0.2%
319.8	1	0.2%
285.8	1	0.2%
263.1	1	0.2%
188.7	1	0.2%
187.9	1	0.2%
187.7	1	0.2%
185	1	0.2%
181.8	1	0.2%
164.2	1	0.2%

BIL
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	188
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.39674797

Minimum	0.8
Maximum	254
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0.8
5-th percentile	3
Q1	5.3
median	7.3
Q3	11.2
95-th percentile	24.03
Maximum	254
Range	253.2
Interquartile range (IQR)	5.9

Descriptive statistics

Standard deviation	19.67314981
Coefficient of variation (CV)	1.726207324
Kurtosis	83.18673191
Mean	11.39674797
Median Absolute Deviation (MAD)	2.7
Skewness	8.385436708
Sum	7009
Variance	387.0328233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	13	2.1%
7	12	2.0%
6.9	11	1.8%
5.7	11	1.8%
4.1	11	1.8%
6.1	11	1.8%
6.3	10	1.6%
3.7	10	1.6%
6.8	10	1.6%
5.5	9	1.5%
Other values (178)	507	82.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	0.2%
1.8	1	0.2%
2	1	0.2%
2.1	1	0.2%
2.2	2	0.3%
2.3	2	0.3%
2.4	6	1.0%
2.6	3	0.5%
2.7	3	0.5%
2.8	4	0.7%

Value	Count	Frequency (%)
254	1	0.2%
209	1	0.2%
200	2	0.3%
119	1	0.2%
117	1	0.2%
91	1	0.2%
67	1	0.2%
59.1	1	0.2%
58	1	0.2%
50	1	0.2%

CHE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	407
Distinct (%)	66.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.196634146

Minimum	1.42
Maximum	16.41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	1.42
5-th percentile	4.541
Q1	6.935
median	8.26
Q3	9.59
95-th percentile	11.362
Maximum	16.41
Range	14.99
Interquartile range (IQR)	2.655

Descriptive statistics

Standard deviation	2.20565727
Coefficient of variation (CV)	0.2690930486
Kurtosis	1.314730096
Mean	8.196634146
Median Absolute Deviation (MAD)	1.33
Skewness	-0.1102327104
Sum	5040.93
Variance	4.864923995
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.52	6	1.0%
9.82	5	0.8%
7.1	5	0.8%
5.95	5	0.8%
6.8	4	0.7%
8.84	4	0.7%
7.93	4	0.7%
7.5	4	0.7%
7	4	0.7%
8.9	4	0.7%
Other values (397)	570	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.42	1	0.2%
1.48	1	0.2%
1.54	1	0.2%
1.57	1	0.2%
1.66	1	0.2%
1.72	1	0.2%
1.73	1	0.2%
1.8	2	0.3%
1.88	1	0.2%
2	1	0.2%

Value	Count	Frequency (%)
16.41	1	0.2%
15.43	1	0.2%
15.4	2	0.3%
15.1	1	0.2%
14.8	1	0.2%
13.86	1	0.2%
13.8	2	0.3%
13.71	1	0.2%
13.3	1	0.2%
12.86	1	0.2%

CHOL
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	313
Distinct (%)	51.7%
Missing	10
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	5.368099174

Minimum	1.43
Maximum	9.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	1.43
5-th percentile	3.622
Q1	4.61
median	5.3
Q3	6.06
95-th percentile	7.29
Maximum	9.67
Range	8.24
Interquartile range (IQR)	1.45

Descriptive statistics

Standard deviation	1.132728431
Coefficient of variation (CV)	0.211011085
Kurtosis	0.694022894
Mean	5.368099174
Median Absolute Deviation (MAD)	0.73
Skewness	0.3758275548
Sum	3247.7
Variance	1.283073699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.1	8	1.3%
5.07	8	1.3%
5.3	7	1.1%
5.73	6	1.0%
5.9	6	1.0%
5.88	5	0.8%
4.43	5	0.8%
4.69	5	0.8%
5.42	5	0.8%
4.68	5	0.8%
Other values (303)	545	88.6%
(Missing)	10	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.43	1	0.2%
2.4	1	0.2%
2.61	1	0.2%
2.79	1	0.2%
2.86	1	0.2%
3.01	1	0.2%
3.02	1	0.2%
3.09	2	0.3%
3.1	1	0.2%
3.19	1	0.2%

Value	Count	Frequency (%)
9.67	1	0.2%
9.43	1	0.2%
9.03	1	0.2%
8.89	1	0.2%
8.8	1	0.2%
8.78	1	0.2%
8.6	1	0.2%
8.46	1	0.2%
8.36	1	0.2%
8.28	1	0.2%

CREA
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	117
Distinct (%)	19.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.28780488

Minimum	8
Maximum	1079.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	8
5-th percentile	55.55
Q1	67
median	77
Q3	88
95-th percentile	106
Maximum	1079.1
Range	1071.1
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	49.75616601
Coefficient of variation (CV)	0.6120987778
Kurtosis	280.1002374
Mean	81.28780488
Median Absolute Deviation (MAD)	10
Skewness	15.16929115
Sum	49992
Variance	2475.676056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
74	21	3.4%
70	20	3.3%
72	19	3.1%
67	18	2.9%
83	17	2.8%
64	16	2.6%
88	16	2.6%
78	15	2.4%
69	15	2.4%
71	15	2.4%
Other values (107)	443	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	0.2%
9	1	0.2%
29	1	0.2%
32	1	0.2%
40	1	0.2%
41	1	0.2%
45.4	1	0.2%
48	1	0.2%
49.6	1	0.2%
50	2	0.3%

Value	Count	Frequency (%)
1079.1	1	0.2%
519	1	0.2%
485.9	1	0.2%
170	1	0.2%
158.2	1	0.2%
147.3	1	0.2%
136.1	1	0.2%
127	1	0.2%
119	1	0.2%
118.2	1	0.2%

GGT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	358
Distinct (%)	58.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.53317073

Minimum	4.5
Maximum	650.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	4.5
5-th percentile	10.27
Q1	15.7
median	23.3
Q3	40.2
95-th percentile	108.5
Maximum	650.9
Range	646.4
Interquartile range (IQR)	24.5

Descriptive statistics

Standard deviation	54.66107124
Coefficient of variation (CV)	1.382663475
Kurtosis	43.71257909
Mean	39.53317073
Median Absolute Deviation (MAD)	9.3
Skewness	5.632734058
Sum	24312.9
Variance	2987.832709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.1	6	1.0%
13	6	1.0%
14.5	6	1.0%
24.1	6	1.0%
15.4	5	0.8%
11.4	5	0.8%
15.9	5	0.8%
12.3	5	0.8%
17.4	5	0.8%
20.8	5	0.8%
Other values (348)	561	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	1	0.2%
4.9	1	0.2%
6.4	1	0.2%
7	2	0.3%
7.1	1	0.2%
7.2	1	0.2%
7.4	1	0.2%
7.6	1	0.2%
7.9	3	0.5%
8	1	0.2%

Value	Count	Frequency (%)
650.9	1	0.2%
491	1	0.2%
400.3	1	0.2%
399.5	1	0.2%
392.2	1	0.2%
345.6	1	0.2%
295.6	1	0.2%
273.7	1	0.2%
239	1	0.2%
218.3	1	0.2%

PROT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	198
Distinct (%)	32.2%
Missing	1
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	72.04413681

Minimum	44.8
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	44.8
5-th percentile	64.1
Q1	69.3
median	72.2
Q3	75.4
95-th percentile	80.04
Maximum	90
Range	45.2
Interquartile range (IQR)	6.1

Descriptive statistics

Standard deviation	5.402635737
Coefficient of variation (CV)	0.07499063736
Kurtosis	3.544529196
Mean	72.04413681
Median Absolute Deviation (MAD)	3
Skewness	-0.9636873886
Sum	44235.1
Variance	29.18847291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.9	15	2.4%
73.1	13	2.1%
72	9	1.5%
72.4	9	1.5%
69.9	9	1.5%
71.8	8	1.3%
71.3	8	1.3%
70.5	8	1.3%
75.2	8	1.3%
77.3	7	1.1%
Other values (188)	520	84.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44.8	1	0.2%
47	1	0.2%
47.8	2	0.3%
51	1	0.2%
53.1	1	0.2%
53.2	1	0.2%
54.2	1	0.2%
56.3	1	0.2%
56.9	2	0.3%
57	1	0.2%

Value	Count	Frequency (%)
90	1	0.2%
86.5	1	0.2%
86	1	0.2%
84	1	0.2%
83.4	1	0.2%
83.3	1	0.2%
82.7	1	0.2%
82.6	1	0.2%
82.4	1	0.2%
82.3	1	0.2%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Unnamed: 0	Age	ALB	ALP	ALT	AST	BIL	CHE	CHOL	CREA	GGT	PROT
0	1	32	38.5	52.5	7.7	22.1	7.5	6.93	3.23	106.0	12.1	69.0
1	2	32	38.5	70.3	18.0	24.7	3.9	11.17	4.80	74.0	15.6	76.5
2	3	32	46.9	74.7	36.2	52.6	6.1	8.84	5.20	86.0	33.2	79.3
3	4	32	43.2	52.0	30.6	22.6	18.9	7.33	4.74	80.0	33.8	75.7
4	5	32	39.2	74.1	32.6	24.8	9.6	9.15	4.32	76.0	29.9	68.7
5	6	32	41.6	43.3	18.5	19.7	12.3	9.92	6.05	111.0	91.0	74.0
6	7	32	46.3	41.3	17.5	17.8	8.5	7.01	4.79	70.0	16.9	74.5
7	8	32	42.2	41.9	35.8	31.1	16.1	5.82	4.60	109.0	21.5	67.1
8	9	32	50.9	65.5	23.2	21.2	6.9	8.69	4.10	83.0	13.7	71.3
9	10	32	42.4	86.3	20.3	20.0	35.2	5.46	4.45	81.0	15.9	69.9

Last rows

	Unnamed: 0	Category	Age	Sex	ALB	ALP	ALT	AST	BIL	CHE	CHOL	CREA	GGT	PROT
605	606	4	42	1	33.0	79.0	3.7	55.7	200.0	1.72	5.16	89.1	146.3	69.9
606	607	4	49	1	33.0	190.7	1.2	36.3	7.0	6.92	3.82	485.9	112.0	58.5
607	608	4	52	1	39.0	37.0	1.3	30.4	21.0	6.33	3.78	158.2	142.5	82.7
608	609	4	58	1	34.0	46.4	15.0	150.0	8.0	6.26	3.98	56.0	49.7	80.6
609	610	4	59	1	39.0	51.3	19.6	285.8	40.0	5.77	4.51	136.1	101.1	70.5
610	611	4	62	1	32.0	416.6	5.9	110.3	50.0	5.57	6.30	55.7	650.9	68.5
611	612	4	64	1	24.0	102.8	2.9	44.4	20.0	1.54	3.02	63.0	35.9	71.3
612	613	4	64	1	29.0	87.3	3.5	99.0	48.0	1.66	3.63	66.7	64.2	82.0
613	614	4	46	1	33.0	NaN	39.0	62.0	20.0	3.56	4.20	52.0	50.0	71.0
614	615	4	59	1	36.0	NaN	100.0	80.0	12.0	9.07	5.30	67.0	34.0	68.0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows